Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 32676 |
| Missing cells | 210 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 20.6 MiB |
| Average record size in memory | 661.9 B |
Variable types
| Categorical | 6 |
|---|---|
| Text | 3 |
| Numeric | 7 |
Act is highly overall correlated with Axi and 2 other fields | High correlation |
Asignatura is highly overall correlated with Intensidad_Horaria | High correlation |
Axi is highly overall correlated with Act and 1 other fields | High correlation |
Cog is highly overall correlated with Nivel and 2 other fields | High correlation |
Intensidad_Horaria is highly overall correlated with Asignatura | High correlation |
Nivel is highly overall correlated with Cog and 2 other fields | High correlation |
Proc is highly overall correlated with Act and 3 other fields | High correlation |
Resultado is highly overall correlated with Act and 4 other fields | High correlation |
Grupo is highly imbalanced (82.0%) | Imbalance |
Reproduction
| Analysis started | 2025-05-26 01:36:56.400237 |
|---|---|
| Analysis finished | 2025-05-26 01:37:03.009542 |
| Duration | 6.61 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Sede
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| FUSAGASUGÁ | |
|---|---|
| GIRARDOT |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.2864488 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FUSAGASUGÁ |
|---|---|
| 2nd row | FUSAGASUGÁ |
| 3rd row | FUSAGASUGÁ |
| 4th row | FUSAGASUGÁ |
| 5th row | FUSAGASUGÁ |
Common Values
| Value | Count | Frequency (%) |
| FUSAGASUGÁ | 21018 | |
| GIRARDOT | 11658 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fusagasugá | 21018 | |
| girardot | 11658 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 53694 | |
| G | 53694 | |
| U | 42036 | |
| S | 42036 | |
| R | 23316 | |
| F | 21018 | 6.9% |
| Á | 21018 | 6.9% |
| I | 11658 | 3.8% |
| D | 11658 | 3.8% |
| O | 11658 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 303444 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 53694 | |
| G | 53694 | |
| U | 42036 | |
| S | 42036 | |
| R | 23316 | |
| F | 21018 | 6.9% |
| Á | 21018 | 6.9% |
| I | 11658 | 3.8% |
| D | 11658 | 3.8% |
| O | 11658 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 303444 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 53694 | |
| G | 53694 | |
| U | 42036 | |
| S | 42036 | |
| R | 23316 | |
| F | 21018 | 6.9% |
| Á | 21018 | 6.9% |
| I | 11658 | 3.8% |
| D | 11658 | 3.8% |
| O | 11658 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 282426 | |
| None | 21018 | 6.9% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 53694 | |
| G | 53694 | |
| U | 42036 | |
| S | 42036 | |
| R | 23316 | |
| F | 21018 | 7.4% |
| I | 11658 | 4.1% |
| D | 11658 | 4.1% |
| O | 11658 | 4.1% |
| T | 11658 | 4.1% |
None
| Value | Count | Frequency (%) |
| Á | 21018 |
Estudiante
Text
| Distinct | 536 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 MiB |
Length
| Max length | 64 |
|---|---|
| Median length | 64 |
| Mean length | 64 |
| Min length | 64 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc |
|---|---|
| 2nd row | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc |
| 3rd row | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc |
| 4th row | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc |
| 5th row | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc |
| Value | Count | Frequency (%) |
| 6e2ed213a16fd82c2eaa6a7f60ac88355973c844033b2587d01a47428c5ff94a | 114 | 0.3% |
| f9d935cfdd65b86ab48b8744e498b948f967135a90a5b745123143c179e71953 | 114 | 0.3% |
| ff141b8ae5959a35409bcc4e5d44b303a1981ac691a6fffe2fe29d716209226d | 114 | 0.3% |
| 9519826a81aaa636f1e893349c83c1039cf7d753d244486d09a92b34305c2d3c | 114 | 0.3% |
| 5b0b2f629983dcb33cf57fdd482995d078d564763f3aa7cbce449fa9f92aecd9 | 114 | 0.3% |
| ebf9e2f6852a5df378d9a51de531bdc5a23c21726d5351b2d45d57bb7f119c53 | 114 | 0.3% |
| b603b2fbee9c95020d8c2068d1bb49a31818e9041052e9daa822ce3171bd6e95 | 114 | 0.3% |
| 67e962b5d7a5d8acf0bf8d3ad7b649731fb5b93a572701cb179e7ad34085913f | 114 | 0.3% |
| ea2800df56fb0d136863b14274c1ee624f87a3b2ed4f526f12378bb008d5c9a5 | 114 | 0.3% |
| d6cb47c4a8c6847e4150ff2b10b72f233da00b1661acd33407a234bf22a405ef | 110 | 0.3% |
| Other values (526) | 31540 |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 136766 | 6.5% |
| 2 | 135579 | 6.5% |
| 1 | 135130 | 6.5% |
| 5 | 133563 | 6.4% |
| d | 131742 | 6.3% |
| 8 | 131615 | 6.3% |
| 3 | 131551 | 6.3% |
| b | 130427 | 6.2% |
| a | 129890 | 6.2% |
| f | 129731 | 6.2% |
| Other values (6) | 765270 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1304834 | |
| Lowercase Letter | 786430 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 135579 | |
| 1 | 135130 | |
| 5 | 133563 | |
| 8 | 131615 | |
| 3 | 131551 | |
| 7 | 128505 | |
| 0 | 128425 | |
| 4 | 128126 | |
| 9 | 127403 | |
| 6 | 124937 |
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 136766 | |
| d | 131742 | |
| b | 130427 | |
| a | 129890 | |
| f | 129731 | |
| e | 127874 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1304834 | |
| Latin | 786430 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 135579 | |
| 1 | 135130 | |
| 5 | 133563 | |
| 8 | 131615 | |
| 3 | 131551 | |
| 7 | 128505 | |
| 0 | 128425 | |
| 4 | 128126 | |
| 9 | 127403 | |
| 6 | 124937 |
Latin
| Value | Count | Frequency (%) |
| c | 136766 | |
| d | 131742 | |
| b | 130427 | |
| a | 129890 | |
| f | 129731 | |
| e | 127874 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2091264 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 136766 | 6.5% |
| 2 | 135579 | 6.5% |
| 1 | 135130 | 6.5% |
| 5 | 133563 | 6.4% |
| d | 131742 | 6.3% |
| 8 | 131615 | 6.3% |
| 3 | 131551 | 6.3% |
| b | 130427 | 6.2% |
| a | 129890 | 6.2% |
| f | 129731 | 6.2% |
| Other values (6) | 765270 |
Grado
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.2058085 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 255.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7482536 |
|---|---|
| Coefficient of variation (CV) | 0.52792061 |
| Kurtosis | -0.8688528 |
| Mean | 5.2058085 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.23031629 |
| Sum | 170105 |
| Variance | 7.5528979 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 6 | 4047 | |
| 4 | 3933 | |
| 3 | 3760 | |
| 7 | 3712 | |
| 5 | 3664 | |
| 2 | 3258 | |
| 1 | 3221 | |
| 8 | 2534 | |
| 10 | 1859 | |
| 9 | 1830 |
| Value | Count | Frequency (%) |
| 1 | 3221 | |
| 2 | 3258 | |
| 3 | 3760 | |
| 4 | 3933 | |
| 5 | 3664 | |
| 6 | 4047 | |
| 7 | 3712 | |
| 8 | 2534 | |
| 9 | 1830 | |
| 10 | 1859 |
| Value | Count | Frequency (%) |
| 11 | 858 | 2.6% |
| 10 | 1859 | |
| 9 | 1830 | |
| 8 | 2534 | |
| 7 | 3712 | |
| 6 | 4047 | |
| 5 | 3664 | |
| 4 | 3933 | |
| 3 | 3760 | |
| 2 | 3258 |
Grupo
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 MiB |
| A | |
|---|---|
| B | 889 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| A | 31787 | |
| B | 889 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| a | 31787 | |
| b | 889 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 31787 | |
| B | 889 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 32676 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 31787 | |
| B | 889 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 32676 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 31787 | |
| B | 889 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 32676 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 31787 | |
| B | 889 | 2.7% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 10836 | |
| 2 | 7368 | |
| 4 | 7262 | |
| 3 | 7210 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 10836 | |
| 2 | 7368 | |
| 4 | 7262 | |
| 3 | 7210 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 10836 | |
| 2 | 7368 | |
| 4 | 7262 | |
| 3 | 7210 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 32676 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 10836 | |
| 2 | 7368 | |
| 4 | 7262 | |
| 3 | 7210 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 32676 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 10836 | |
| 2 | 7368 | |
| 4 | 7262 | |
| 3 | 7210 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 32676 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 10836 | |
| 2 | 7368 | |
| 4 | 7262 | |
| 3 | 7210 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2023 |
|---|---|
| 2nd row | 2023 |
| 3rd row | 2023 |
| 4th row | 2023 |
| 5th row | 2023 |
Common Values
| Value | Count | Frequency (%) |
| 2024 | 14716 | |
| 2023 | 14547 | |
| 2025 | 3413 | 10.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2024 | 14716 | |
| 2023 | 14547 | |
| 2025 | 3413 | 10.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 65352 | |
| 0 | 32676 | |
| 4 | 14716 | 11.3% |
| 3 | 14547 | 11.1% |
| 5 | 3413 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 130704 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 65352 | |
| 0 | 32676 | |
| 4 | 14716 | 11.3% |
| 3 | 14547 | 11.1% |
| 5 | 3413 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 130704 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 65352 | |
| 0 | 32676 | |
| 4 | 14716 | 11.3% |
| 3 | 14547 | 11.1% |
| 5 | 3413 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 130704 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 65352 | |
| 0 | 32676 | |
| 4 | 14716 | 11.3% |
| 3 | 14547 | 11.1% |
| 5 | 3413 | 2.6% |
Intensidad_Horaria
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7389827 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 255.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.5046857 |
|---|---|
| Coefficient of variation (CV) | 0.54935932 |
| Kurtosis | -0.23432131 |
| Mean | 2.7389827 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.60498164 |
| Sum | 89499 |
| Variance | 2.2640791 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 1 | 9130 | |
| 3 | 7090 | |
| 4 | 6549 | |
| 2 | 6299 | |
| 5 | 1883 | 5.8% |
| 6 | 1185 | 3.6% |
| 7 | 540 | 1.7% |
| Value | Count | Frequency (%) |
| 1 | 9130 | |
| 2 | 6299 | |
| 3 | 7090 | |
| 4 | 6549 | |
| 5 | 1883 | 5.8% |
| 6 | 1185 | 3.6% |
| 7 | 540 | 1.7% |
| Value | Count | Frequency (%) |
| 7 | 540 | 1.7% |
| 6 | 1185 | 3.6% |
| 5 | 1883 | 5.8% |
| 4 | 6549 | |
| 3 | 7090 | |
| 2 | 6299 | |
| 1 | 9130 |
Asignatura
Categorical
High correlation
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.7 MiB |
| EDUCACIÓN FÍSICA | |
|---|---|
| CIENCIAS NATURALES | |
| LECTURA CRÍTICA | |
| LENGUA CASTELLANA | |
| INGLÉS | |
| Other values (20) |
Length
| Max length | 37 |
|---|---|
| Median length | 24 |
| Mean length | 17.138358 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CIENCIAS NATURALES |
|---|---|
| 2nd row | CIENCIAS SOCIALES |
| 3rd row | MATEMÁTICAS |
| 4th row | LENGUA CASTELLANA |
| 5th row | INGLÉS |
Common Values
| Value | Count | Frequency (%) |
| EDUCACIÓN FÍSICA | 2710 | 8.3% |
| CIENCIAS NATURALES | 2706 | 8.3% |
| LECTURA CRÍTICA | 2702 | 8.3% |
| LENGUA CASTELLANA | 2701 | 8.3% |
| INGLÉS | 2701 | 8.3% |
| CIENCIAS SOCIALES | 2646 | 8.1% |
| MATEMÁTICAS | 2643 | 8.1% |
| ARTES | 2419 | 7.4% |
| TECNOLOGÍAS INFORMÁTICAS | 1498 | 4.6% |
| INTEGRALIDAD | 1493 | 4.6% |
| Other values (15) | 8457 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ciencias | 5414 | 8.0% |
| educación | 2771 | 4.1% |
| física | 2737 | 4.0% |
| naturales | 2706 | 4.0% |
| lectura | 2702 | 4.0% |
| crítica | 2702 | 4.0% |
| lengua | 2701 | 4.0% |
| castellana | 2701 | 4.0% |
| inglés | 2701 | 4.0% |
| integralidad | 2699 | 4.0% |
| Other values (32) | 37817 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 72444 | |
| I | 59595 | |
| E | 53197 | |
| C | 50458 | |
| N | 46270 | 8.3% |
| S | 37053 | 6.6% |
| 34975 | 6.2% | |
| T | 34246 | 6.1% |
| L | 25945 | 4.6% |
| R | 23782 | 4.2% |
| Other values (16) | 122048 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 525038 | |
| Space Separator | 34975 | 6.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 72444 | |
| I | 59595 | |
| E | 53197 | |
| C | 50458 | |
| N | 46270 | |
| S | 37053 | 7.1% |
| T | 34246 | 6.5% |
| L | 25945 | 4.9% |
| R | 23782 | 4.5% |
| O | 21071 | 4.0% |
| Other values (15) | 100977 |
Space Separator
| Value | Count | Frequency (%) |
| 34975 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 525038 | |
| Common | 34975 | 6.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 72444 | |
| I | 59595 | |
| E | 53197 | |
| C | 50458 | |
| N | 46270 | |
| S | 37053 | 7.1% |
| T | 34246 | 6.5% |
| L | 25945 | 4.9% |
| R | 23782 | 4.5% |
| O | 21071 | 4.0% |
| Other values (15) | 100977 |
Common
| Value | Count | Frequency (%) |
| 34975 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 537444 | |
| None | 22569 | 4.0% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 72444 | |
| I | 59595 | |
| E | 53197 | |
| C | 50458 | |
| N | 46270 | |
| S | 37053 | 6.9% |
| 34975 | 6.5% | |
| T | 34246 | 6.4% |
| L | 25945 | 4.8% |
| R | 23782 | 4.4% |
| Other values (12) | 99479 |
None
| Value | Count | Frequency (%) |
| Ó | 7756 | |
| Í | 7545 | |
| Á | 4141 | |
| É | 3127 |
Cog
Real number (ℝ)
High correlation
| Distinct | 83 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 105 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.03325 |
| Minimum | 7 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 255.4 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 79 |
| median | 86 |
| Q3 | 91 |
| 95-th percentile | 96 |
| Maximum | 100 |
| Range | 93 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.6033828 |
|---|---|
| Coefficient of variation (CV) | 0.11428075 |
| Kurtosis | 2.9045286 |
| Mean | 84.03325 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -1.2460093 |
| Sum | 2737047 |
| Variance | 92.224961 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 89 | 1890 | 5.8% |
| 90 | 1729 | 5.3% |
| 91 | 1645 | 5.0% |
| 92 | 1582 | 4.8% |
| 87 | 1560 | 4.8% |
| 86 | 1445 | 4.4% |
| 84 | 1377 | 4.2% |
| 88 | 1374 | 4.2% |
| 94 | 1351 | 4.1% |
| 85 | 1347 | 4.1% |
| Other values (73) | 17271 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 8 | 2 | |
| 10 | 1 | |
| 11 | 1 | |
| 15 | 2 | |
| 16 | 1 | |
| 22 | 2 | |
| 23 | 2 | |
| 25 | 2 | |
| 26 | 2 |
| Value | Count | Frequency (%) |
| 100 | 321 | 1.0% |
| 99 | 349 | 1.1% |
| 98 | 227 | 0.7% |
| 97 | 567 | 1.7% |
| 96 | 652 | 2.0% |
| 95 | 862 | |
| 94 | 1351 | |
| 93 | 1129 | |
| 92 | 1582 | |
| 91 | 1645 |
Proc
Real number (ℝ)
High correlation
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 105 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.779743 |
| Minimum | 7 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 255.4 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 65 |
| Q1 | 79 |
| median | 86 |
| Q3 | 91 |
| 95-th percentile | 96 |
| Maximum | 100 |
| Range | 93 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.031476 |
|---|---|
| Coefficient of variation (CV) | 0.1197363 |
| Kurtosis | 2.9691249 |
| Mean | 83.779743 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -1.3209056 |
| Sum | 2728790 |
| Variance | 100.63052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 89 | 1787 | 5.5% |
| 90 | 1754 | 5.4% |
| 91 | 1704 | 5.2% |
| 87 | 1647 | 5.0% |
| 92 | 1608 | 4.9% |
| 84 | 1405 | 4.3% |
| 88 | 1401 | 4.3% |
| 86 | 1388 | 4.2% |
| 94 | 1325 | 4.1% |
| 85 | 1323 | 4.0% |
| Other values (76) | 17229 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 8 | 2 | |
| 10 | 1 | |
| 12 | 1 | |
| 13 | 2 | |
| 15 | 1 | |
| 16 | 1 | |
| 22 | 2 | |
| 23 | 1 | |
| 24 | 1 |
| Value | Count | Frequency (%) |
| 100 | 277 | 0.8% |
| 99 | 293 | 0.9% |
| 98 | 217 | 0.7% |
| 97 | 633 | 1.9% |
| 96 | 659 | 2.0% |
| 95 | 942 | |
| 94 | 1325 | |
| 93 | 1094 | |
| 92 | 1608 | |
| 91 | 1704 |
Act
Real number (ℝ)
High correlation
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.15975 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 22 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 255.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 70 |
| Q1 | 85 |
| median | 90 |
| Q3 | 95 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.9954645 |
|---|---|
| Coefficient of variation (CV) | 0.10203596 |
| Kurtosis | 10.855837 |
| Mean | 88.15975 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -2.0721111 |
| Sum | 2880708 |
| Variance | 80.918381 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 7250 | |
| 95 | 3748 | |
| 80 | 3611 | |
| 100 | 2967 | 9.1% |
| 85 | 2684 | 8.2% |
| 88 | 1083 | 3.3% |
| 87 | 958 | 2.9% |
| 92 | 932 | 2.9% |
| 70 | 879 | 2.7% |
| 89 | 849 | 2.6% |
| Other values (60) | 7715 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 8 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 15 | 2 | < 0.1% |
| 20 | 5 | < 0.1% |
| 23 | 1 | < 0.1% |
| 25 | 3 | < 0.1% |
| 26 | 1 | < 0.1% |
| 30 | 13 | |
| 33 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 2967 | |
| 99 | 219 | 0.7% |
| 98 | 615 | 1.9% |
| 97 | 510 | 1.6% |
| 96 | 592 | 1.8% |
| 95 | 3748 | |
| 94 | 729 | 2.2% |
| 93 | 848 | 2.6% |
| 92 | 932 | 2.9% |
| 91 | 377 | 1.2% |
Axi
Real number (ℝ)
High correlation
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 89.829722 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 255.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 87 |
| median | 90 |
| Q3 | 95 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 8.3199571 |
|---|---|
| Coefficient of variation (CV) | 0.092619201 |
| Kurtosis | 13.417228 |
| Mean | 89.829722 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -2.3026303 |
| Sum | 2935276 |
| Variance | 69.221686 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 7698 | |
| 95 | 4658 | |
| 100 | 3870 | |
| 80 | 2654 | 8.1% |
| 85 | 2015 | 6.2% |
| 93 | 984 | 3.0% |
| 92 | 965 | 3.0% |
| 96 | 944 | 2.9% |
| 88 | 929 | 2.8% |
| 89 | 851 | 2.6% |
| Other values (57) | 7108 |
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 5 | < 0.1% |
| 19 | 1 | < 0.1% |
| 20 | 5 | < 0.1% |
| 25 | 3 | < 0.1% |
| 30 | 11 | |
| 34 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 3870 | |
| 99 | 297 | 0.9% |
| 98 | 798 | 2.4% |
| 97 | 559 | 1.7% |
| 96 | 944 | 2.9% |
| 95 | 4658 | |
| 94 | 797 | 2.4% |
| 93 | 984 | 3.0% |
| 92 | 965 | 3.0% |
| 91 | 434 | 1.3% |
Docente
Text
| Distinct | 71 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
Length
| Max length | 27 |
|---|---|
| Median length | 25 |
| Mean length | 22.393653 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ALEJANDRA LEÓN DICELIS |
|---|---|
| 2nd row | KATHERINE CUBILLOS VÉLEZ |
| 3rd row | TATIANA GONZÁLEZ MORENO |
| 4th row | KATHERINE CUBILLOS VÉLEZ |
| 5th row | ALEJANDRA MORALES GARCÍA |
| Value | Count | Frequency (%) |
| sánchez | 3051 | 3.1% |
| alejandra | 3029 | 3.1% |
| rodríguez | 2514 | 2.6% |
| rincón | 2033 | 2.1% |
| stivenson | 1978 | 2.0% |
| najas | 1978 | 2.0% |
| torres | 1723 | 1.8% |
| barrero | 1712 | 1.7% |
| steven | 1712 | 1.7% |
| buitrago | 1712 | 1.7% |
| Other values (152) | 76554 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 106376 | |
| 65320 | 8.9% | |
| R | 62638 | 8.6% |
| E | 56915 | 7.8% |
| N | 56227 | 7.7% |
| O | 50439 | 6.9% |
| I | 43780 | 6.0% |
| L | 41352 | 5.7% |
| S | 39083 | 5.3% |
| T | 32337 | 4.4% |
| Other values (31) | 177268 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 666319 | |
| Space Separator | 65320 | 8.9% |
| Decimal Number | 96 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 106376 | |
| R | 62638 | 9.4% |
| E | 56915 | 8.5% |
| N | 56227 | 8.4% |
| O | 50439 | 7.6% |
| I | 43780 | 6.6% |
| L | 41352 | 6.2% |
| S | 39083 | 5.9% |
| T | 32337 | 4.9% |
| C | 20354 | 3.1% |
| Other values (21) | 156818 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 8 | 8 | 8.3% |
| 9 | 8 | 8.3% |
| 0 | 8 | 8.3% |
| 5 | 8 | 8.3% |
| 4 | 8 | 8.3% |
| 3 | 8 | 8.3% |
| 2 | 8 | 8.3% |
| 7 | 8 | 8.3% |
Space Separator
| Value | Count | Frequency (%) |
| 65320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 666319 | |
| Common | 65416 | 8.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 106376 | |
| R | 62638 | 9.4% |
| E | 56915 | 8.5% |
| N | 56227 | 8.4% |
| O | 50439 | 7.6% |
| I | 43780 | 6.6% |
| L | 41352 | 6.2% |
| S | 39083 | 5.9% |
| T | 32337 | 4.9% |
| C | 20354 | 3.1% |
| Other values (21) | 156818 |
Common
| Value | Count | Frequency (%) |
| 65320 | ||
| 1 | 32 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 8 | < 0.1% |
| 0 | 8 | < 0.1% |
| 5 | 8 | < 0.1% |
| 4 | 8 | < 0.1% |
| 3 | 8 | < 0.1% |
| 2 | 8 | < 0.1% |
| 7 | 8 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 711178 | |
| None | 20557 | 2.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 106376 | |
| 65320 | ||
| R | 62638 | 8.8% |
| E | 56915 | 8.0% |
| N | 56227 | 7.9% |
| O | 50439 | 7.1% |
| I | 43780 | 6.2% |
| L | 41352 | 5.8% |
| S | 39083 | 5.5% |
| T | 32337 | 4.5% |
| Other values (25) | 156711 |
None
| Value | Count | Frequency (%) |
| Á | 6805 | |
| Ó | 5904 | |
| Í | 4275 | |
| É | 2362 | 11.5% |
| Ñ | 831 | 4.0% |
| Ì | 380 | 1.8% |
Resultado
Real number (ℝ)
High correlation
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.386002 |
| Minimum | 5 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 255.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 70 |
| Q1 | 81 |
| median | 87 |
| Q3 | 91 |
| 95-th percentile | 96 |
| Maximum | 100 |
| Range | 95 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.33133 |
|---|---|
| Coefficient of variation (CV) | 0.09757255 |
| Kurtosis | 5.4005545 |
| Mean | 85.386002 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -1.4836644 |
| Sum | 2790073 |
| Variance | 69.411059 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 89 | 1943 | 5.9% |
| 90 | 1943 | 5.9% |
| 91 | 1789 | 5.5% |
| 87 | 1757 | 5.4% |
| 88 | 1730 | 5.3% |
| 86 | 1723 | 5.3% |
| 92 | 1627 | 5.0% |
| 85 | 1604 | 4.9% |
| 84 | 1522 | 4.7% |
| 93 | 1435 | 4.4% |
| Other values (76) | 15603 |
| Value | Count | Frequency (%) |
| 5 | 1 | |
| 6 | 2 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 14 | 1 | |
| 17 | 2 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 2 |
| Value | Count | Frequency (%) |
| 100 | 216 | 0.7% |
| 99 | 213 | 0.7% |
| 98 | 344 | 1.1% |
| 97 | 501 | 1.5% |
| 96 | 727 | |
| 95 | 1106 | |
| 94 | 1341 | |
| 93 | 1435 | |
| 92 | 1627 | |
| 91 | 1789 |
Nivel
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.8 MiB |
| ALTO | |
|---|---|
| BÁSICO | |
| SUPERIOR | |
| BAJO | 331 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.7443996 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SUPERIOR |
|---|---|
| 2nd row | ALTO |
| 3rd row | ALTO |
| 4th row | SUPERIOR |
| 5th row | ALTO |
Common Values
| Value | Count | Frequency (%) |
| ALTO | 23290 | |
| BÁSICO | 5948 | 18.2% |
| SUPERIOR | 3107 | 9.5% |
| BAJO | 331 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| alto | 23290 | |
| básico | 5948 | 18.2% |
| superior | 3107 | 9.5% |
| bajo | 331 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| O | 32676 | |
| A | 23621 | |
| L | 23290 | |
| T | 23290 | |
| S | 9055 | 5.8% |
| I | 9055 | 5.8% |
| B | 6279 | 4.1% |
| R | 6214 | 4.0% |
| Á | 5948 | 3.8% |
| C | 5948 | 3.8% |
| Other values (4) | 9652 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 155028 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 32676 | |
| A | 23621 | |
| L | 23290 | |
| T | 23290 | |
| S | 9055 | 5.8% |
| I | 9055 | 5.8% |
| B | 6279 | 4.1% |
| R | 6214 | 4.0% |
| Á | 5948 | 3.8% |
| C | 5948 | 3.8% |
| Other values (4) | 9652 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 155028 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| O | 32676 | |
| A | 23621 | |
| L | 23290 | |
| T | 23290 | |
| S | 9055 | 5.8% |
| I | 9055 | 5.8% |
| B | 6279 | 4.1% |
| R | 6214 | 4.0% |
| Á | 5948 | 3.8% |
| C | 5948 | 3.8% |
| Other values (4) | 9652 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 149080 | |
| None | 5948 | 3.8% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| O | 32676 | |
| A | 23621 | |
| L | 23290 | |
| T | 23290 | |
| S | 9055 | 6.1% |
| I | 9055 | 6.1% |
| B | 6279 | 4.2% |
| R | 6214 | 4.2% |
| C | 5948 | 4.0% |
| U | 3107 | 2.1% |
| Other values (3) | 6545 | 4.4% |
None
| Value | Count | Frequency (%) |
| Á | 5948 |
Identificación
Text
| Distinct | 464 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 MiB |
Length
| Max length | 64 |
|---|---|
| Median length | 64 |
| Mean length | 64 |
| Min length | 64 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
|---|---|
| 2nd row | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 3rd row | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 4th row | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 5th row | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| Value | Count | Frequency (%) |
| 6972dfae4c538733dd215603f7fd81a43f9ac6b0396a56b08aa075b202bb0899 | 114 | 0.3% |
| 22c7fb72bf379aa7c086a1f4a71a42828dfa0d1bca282a056b2b575cc18ec243 | 114 | 0.3% |
| 76f410cd43a36a0e832f41a95d4106eb689a389970237347895d5d15831fec84 | 114 | 0.3% |
| 8a59db949fbfa3448b7baa9846cdff2716e16cf13a27482094b4e5c9da15d132 | 114 | 0.3% |
| 087e955b29fb14a0939676839f94716a0d484c19c681e6a91ca658a1ed7527dd | 114 | 0.3% |
| 884718eb1cb083208033f0496dc85f22cddd8456a43ad721e428862c6ed88a8a | 114 | 0.3% |
| e04b0e98e8ed34aed94d0fd4607b104c1a0e95245d4d1d59457cb6e24b7a2cf5 | 114 | 0.3% |
| eff9626bca10271224098b63c922abe6698881efd47cadc3f22ec39a65353330 | 114 | 0.3% |
| 3713ac9da3dce5378592ca1fdab4ab85430eb45f51e79b3407d67a38199ecf7c | 114 | 0.3% |
| 5e6336ba4dc4061a9835b7ca9ff9f7cb3460be9cbfe7df778451f765c4ed8ac5 | 114 | 0.3% |
| Other values (454) | 31536 |
Most occurring characters
| Value | Count | Frequency (%) |
| 9 | 134557 | 6.4% |
| 2 | 134466 | 6.4% |
| 6 | 134047 | 6.4% |
| b | 133592 | 6.4% |
| 3 | 132910 | 6.4% |
| 0 | 131160 | 6.3% |
| a | 130693 | 6.2% |
| 4 | 130673 | 6.2% |
| c | 130418 | 6.2% |
| 1 | 129309 | 6.2% |
| Other values (6) | 769439 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1309381 | |
| Lowercase Letter | 781883 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 134557 | |
| 2 | 134466 | |
| 6 | 134047 | |
| 3 | 132910 | |
| 0 | 131160 | |
| 4 | 130673 | |
| 1 | 129309 | |
| 5 | 128308 | |
| 8 | 128013 | |
| 7 | 125938 |
Lowercase Letter
| Value | Count | Frequency (%) |
| b | 133592 | |
| a | 130693 | |
| c | 130418 | |
| e | 129229 | |
| f | 129118 | |
| d | 128833 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1309381 | |
| Latin | 781883 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 9 | 134557 | |
| 2 | 134466 | |
| 6 | 134047 | |
| 3 | 132910 | |
| 0 | 131160 | |
| 4 | 130673 | |
| 1 | 129309 | |
| 5 | 128308 | |
| 8 | 128013 | |
| 7 | 125938 |
Latin
| Value | Count | Frequency (%) |
| b | 133592 | |
| a | 130693 | |
| c | 130418 | |
| e | 129229 | |
| f | 129118 | |
| d | 128833 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2091264 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 9 | 134557 | 6.4% |
| 2 | 134466 | 6.4% |
| 6 | 134047 | 6.4% |
| b | 133592 | 6.4% |
| 3 | 132910 | 6.4% |
| 0 | 131160 | 6.3% |
| a | 130693 | 6.2% |
| 4 | 130673 | 6.2% |
| c | 130418 | 6.2% |
| 1 | 129309 | 6.2% |
| Other values (6) | 769439 |
Interactions
Correlations
| Act | Asignatura | Axi | Año | Cog | Grado | Grupo | Intensidad_Horaria | Nivel | Periodo | Proc | Resultado | Sede | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Act | 1.000 | 0.112 | 0.717 | 0.060 | 0.494 | -0.136 | 0.046 | -0.015 | 0.454 | 0.028 | 0.508 | 0.673 | 0.078 |
| Asignatura | 0.112 | 1.000 | 0.078 | 0.368 | 0.168 | 0.234 | 0.097 | 0.721 | 0.215 | 0.087 | 0.161 | 0.142 | 0.122 |
| Axi | 0.717 | 0.078 | 1.000 | 0.080 | 0.383 | -0.119 | 0.061 | 0.005 | 0.410 | 0.033 | 0.393 | 0.567 | 0.122 |
| Año | 0.060 | 0.368 | 0.080 | 1.000 | 0.031 | 0.149 | 0.187 | 0.135 | 0.038 | 0.343 | 0.033 | 0.039 | 0.043 |
| Cog | 0.494 | 0.168 | 0.383 | 0.031 | 1.000 | -0.143 | 0.054 | -0.335 | 0.667 | 0.038 | 0.930 | 0.945 | 0.088 |
| Grado | -0.136 | 0.234 | -0.119 | 0.149 | -0.143 | 1.000 | 0.280 | 0.024 | 0.088 | 0.027 | -0.124 | -0.148 | 0.298 |
| Grupo | 0.046 | 0.097 | 0.061 | 0.187 | 0.054 | 0.280 | 1.000 | 0.048 | 0.042 | 0.009 | 0.046 | 0.052 | 0.124 |
| Intensidad_Horaria | -0.015 | 0.721 | 0.005 | 0.135 | -0.335 | 0.024 | 0.048 | 1.000 | 0.156 | 0.042 | -0.314 | -0.275 | 0.045 |
| Nivel | 0.454 | 0.215 | 0.410 | 0.038 | 0.667 | 0.088 | 0.042 | 0.156 | 1.000 | 0.039 | 0.670 | 0.733 | 0.096 |
| Periodo | 0.028 | 0.087 | 0.033 | 0.343 | 0.038 | 0.027 | 0.009 | 0.042 | 0.039 | 1.000 | 0.038 | 0.038 | 0.000 |
| Proc | 0.508 | 0.161 | 0.393 | 0.033 | 0.930 | -0.124 | 0.046 | -0.314 | 0.670 | 0.038 | 1.000 | 0.952 | 0.106 |
| Resultado | 0.673 | 0.142 | 0.567 | 0.039 | 0.945 | -0.148 | 0.052 | -0.275 | 0.733 | 0.038 | 0.952 | 1.000 | 0.090 |
| Sede | 0.078 | 0.122 | 0.122 | 0.043 | 0.088 | 0.298 | 0.124 | 0.045 | 0.096 | 0.000 | 0.106 | 0.090 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Sede | Estudiante | Grado | Grupo | Periodo | Año | Intensidad_Horaria | Asignatura | Cog | Proc | Act | Axi | Docente | Resultado | Nivel | Identificación | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 3 | CIENCIAS NATURALES | 95.00 | 96.00 | 93 | 94 | ALEJANDRA LEÓN DICELIS | 95 | SUPERIOR | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 1 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 3 | CIENCIAS SOCIALES | 94.00 | 94.00 | 95 | 95 | KATHERINE CUBILLOS VÉLEZ | 94 | ALTO | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 2 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 5 | MATEMÁTICAS | 74.00 | 73.00 | 95 | 95 | TATIANA GONZÁLEZ MORENO | 81 | ALTO | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 3 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 4 | LENGUA CASTELLANA | 97.00 | 97.00 | 95 | 95 | KATHERINE CUBILLOS VÉLEZ | 96 | SUPERIOR | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 4 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 4 | INGLÉS | 85.00 | 86.00 | 90 | 90 | ALEJANDRA MORALES GARCÍA | 87 | ALTO | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 5 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 2 | CREATIVIDAD E INNOVACIÓN | 94.00 | 94.00 | 90 | 95 | SANDRA SANTISTEBAN OSTOS | 94 | ALTO | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 6 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 4 | APRENDIZAJE BASADO EN PROYECTOS | 94.00 | 94.00 | 94 | 91 | ALEJANDRA LEÓN DICELIS | 93 | ALTO | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 7 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 3 | EDUCACIÓN FÍSICA | 97.00 | 97.00 | 100 | 80 | STEVEN BARRERO BUITRAGO | 95 | SUPERIOR | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 8 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 2 | LECTURA CRÍTICA | 92.00 | 93.00 | 95 | 98 | YENNY SOTELO GÓMEZ | 93 | ALTO | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| 9 | FUSAGASUGÁ | 333f3585f373ea9e63004097032d9f5e21f43ba06ae185c24cd1d34309c28bcc | 1 | A | 3 | 2023 | 1 | ARTES | 92.00 | 92.00 | 90 | 90 | SANDRA SANTISTEBAN OSTOS | 92 | ALTO | 77467efb2ca484cbdd90ca871596ada0efa1b81ca9be838ca7992df0c48dabea |
| Sede | Estudiante | Grado | Grupo | Periodo | Año | Intensidad_Horaria | Asignatura | Cog | Proc | Act | Axi | Docente | Resultado | Nivel | Identificación | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32666 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 6 | MATEMÁTICAS | 77.00 | 80.00 | 90 | 90 | XIMENA VILLANUEVA ROJAS | 82 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32667 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 4 | LENGUA CASTELLANA | 81.00 | 81.00 | 87 | 87 | VALENTINA SARABIA VARGAS | 83 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32668 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 2 | LECTURA CRÍTICA | 82.00 | 82.00 | 90 | 90 | VALENTINA SARABIA VARGAS | 84 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32669 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 6 | INGLÉS | 71.00 | 74.00 | 85 | 100 | ALEXANDER VARGAS GÓMEZ | 79 | BÁSICO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32670 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 3 | EDUCACIÓN FÍSICA | 88.00 | 84.00 | 83 | 95 | FELIPE SÁNCHEZ SALDARRIAGA | 87 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32671 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 3 | INNOVACIÓN Y EMPRENDIMIENTO | 84.00 | 85.00 | 85 | 85 | LILIANA SARABIA VARGAS | 84 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32672 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 2 | APRENDIZAJE BASADO EN INVESTIGACIÓN | 83.00 | 83.00 | 85 | 86 | XIMENA VILLANUEVA ROJAS | 84 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32673 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 2 | CENTRO DE INTERÉS ARTÍSTICO | 94.00 | 92.00 | 94 | 95 | CENTRO DE INTERÉS | 94 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32674 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 1 | TECNOLOGÍAS INFORMÁTICAS | 84.00 | 83.00 | 80 | 80 | LILIANA SARABIA VARGAS | 82 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |
| 32675 | GIRARDOT | 94f5f93868edf72f3f1c812de64b2950b84ca378b1a7c9297cff95b3e22b0c38 | 9 | A | 1 | 2025 | 1 | INTEGRALIDAD | 95.00 | 95.00 | 90 | 90 | STIVEN RUBIANO CAPADOR | 94 | ALTO | c5e68cbe701e21016b0713e7290e36421fe4a34f373ee9b3325aa9754ce17bea |